Clef vs Jev: Cloudflare's 4x Tie
Cloudflare's Clef decision model tied Jev on accuracy in a private benchmark, abstained on junk better, and cost 4.2x more per decision. Real numbers inside.
All the articles with the tag "benchmarks".
Cloudflare's Clef decision model tied Jev on accuracy in a private benchmark, abstained on junk better, and cost 4.2x more per decision. Real numbers inside.
A 2026-09-22 patch left a self-hosted model's weights untouched but made it more confident on nonsense input. Six systems compared, real numbers only.
Jev, Von, and SemIf scored head to head on real commit history: a frozen 4B general model beat a purpose-built 395M decision model on every task tested.